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Engineering notes, creator economics, and product announcements from the team building ToRun.

Perspective 29 May 2026 · 4 min read You Should Own Your AI Memory The Memory Problem Nobody Is Talking About AI assistants are getting genuinely good at remembering things. Your preferred output format. The tech stack you work in. Your timezone, your team structure, the fact that you a… Perspective 28 May 2026 · 4 min read Why One Model Is Never Enough The single-model trap Every major AI provider wants you to believe their flagship model is the right answer to every question. That belief is commercially convenient for them and technically incorrect for you. A model th… Product 27 May 2026 · 6 min read Wallet, subscription, and billing without surprises Every AI platform has a billing model. Most keep it vague enough that you only discover its edges when something goes wrong — an unexpected charge, a feature that silently degrades, an invoice you cannot reconcile. ToRun… Product 26 May 2026 · 5 min read Image, Video, and Music Generation as First-Class Modes Most AI platforms bolt media generation on as an afterthought. A separate tab, a different API key, a billing system that has nothing to do with your chat credits. ToRun takes a different position: image, video, and musi… Product 23 May 2026 · 3 min read Run ToRun on your own infrastructure — on-prem and self-hosted Not every team can send prompts to a third-party cloud. Regulated industries, government workloads, and companies with strict data-residency rules need their AI stack to stay inside their own network. ToRun ships as a se… Product 22 May 2026 · 4 min read Build and run AI workflows on ToRun What a workflow actually is here Most "workflow" tools in the AI space are prompt chains with a thin wrapper. ToRun's builder is a directed acyclic graph DAG of typed steps: you connect model invocations, tool calls, con… Product 21 May 2026 · 4 min read Long-term memory that actually persists — how ToRun remembers what matters Most AI products claim to "remember you." What they usually mean is that the current conversation window has not scrolled out of range yet. Once you close the tab, the model has no idea who you are. You re-explain your s… Engineering 20 May 2026 · 5 min read How ToRun picks the right model for every message The problem with "just use GPT-4" Most AI platforms make a quiet choice on your behalf: they pick a model they like, wire everything to it, and move on. That works until it doesn't — until the model is down, until a comp… Product 19 May 2026 · 4 min read What is ToRun? One honest home for all your AI Most AI tools have a core tension they never acknowledge: the best model for your task today may not be the same model tomorrow, yet you are expected to commit to one provider's subscription and work around its blind spo…